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Heterogeneity within and across Pediatric Pulmonary Infections: From Bipartite Networks to At-Risk Subphenotypes
Suresh K Bhavnani1, Bryant Dang1, Maria Caro1
1Inst. for Translational Sciences, Inst. for Human Infections and Immunity, Univ. of Texas Medical Branch, Galveston, TX.
Insights
Severe influenza (flu) and respiratory syncytial virus (RSV) infections in young children may be linked to distinct genetic and immune responses. Identifying these host-specific patterns could lead to targeted therapies for severe pediatric respiratory infections.
Area of Science:
- Pediatric Infectious Diseases
- Genomics
- Immunology
Background:
- Influenza (flu) and respiratory syncytial virus (RSV) are common in children under two.
- A subset of children hospitalized with flu or RSV lack identifiable clinical risk factors for severe disease.
- Inherent host-specific genetic and immune mechanisms in at-risk children remain poorly understood.
Purpose of the Study:
- To identify host-specific genetic and immune mechanisms in children hospitalized with flu or RSV.
- To analyze differentially-expressed genes in a whole genome-wide case-control study.
- To utilize bipartite networks for analyzing gene expression patterns.
Main Methods:
- Secondary analysis of a whole genome-wide case-control study.
- Application of bipartite networks to gene expression data.
- Identification of statistically significant, differentially-expressed genes.
Main Results:
- Three distinct clusters of cases were identified for both flu and RSV infections.
- Clusters represent varying levels of immune responsiveness: hyper-responsive (core), medium-responsive (periphery), and normal-responsive (control-like).
- Gene expression signatures differentiated these responsiveness levels.
Conclusions:
- The study provides testable hypotheses for distinct pediatric subphenotypes of flu and RSV.
- Bipartite gene expression networks can reveal complex patterns related to subphenotypes.
- Findings offer insights for developing targeted therapeutics for severe pediatric respiratory infections.
Abstract:
Although influenza (flu) and respiratory syncytial virus (RSV) infections are extremely common in children under two years and resolve naturally, a subset develop severe disease resulting in hospitalization despite having no identifiable clinical risk factors. However, little is known about inherent host-specific genetic and immune mechanisms in this at-risk subpopulation. We therefore conducted a secondary analysis of statistically significant, differentially-expressed genes from a whole genome-wide case-control study of children less than two years of age hospitalized with flu or RSV, through the use of bipartite networks. The analysis revealed three clusters of cases common to both types of infection: core cases with high expression of genes in the network core implicated in hyperimmune responsiveness; periphery cases with lower expression of the same set of genes indicating medium-responsiveness; and control-like cases with a gene signature resembling that of the controls, indicating normal-responsiveness. These results provide testable hypotheses for at-risk subphenotypes and their respective pathophysiologies in both types of infections. We conclude by discussing alternate hypotheses for the results, and insights about how bipartite networks of gene expression across multiple phenotypes can help to identify complex patterns related to subphenotypes, with the translational goal of identifying targeted therapeutics.
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